Anthropic CCA-F : Claude Certified Architect Foundations (CCA-F)

CCA-F pass collection

Exam Code: CCA-F

Exam Name: Claude Certified Architect Foundations (CCA-F)

Updated: Aug 16, 2026

Q & A: 112 Questions and Answers

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Anthropic CCA-F Exam Syllabus Topics:

SectionWeightObjectives
Tool Design & MCP Integration18%- Model Context Protocol (MCP)
  • 1. Tool schema design
    • 2. MCP client/server integration patterns
      Prompt Engineering & Structured Output20%- Reliable structured generation
      • 1. Schema-guided outputs
        • 2. Prompt patterns for agents
          Context Management & Reliability15%- Long-context optimization
          • 1. Context window management
            • 2. Reliability and retry strategies
              Agentic Architecture & Orchestration27%- Agentic loop design and execution lifecycle
              • 1. Multi-agent coordination and delegation patterns
                • 2. Tool use decision flow (tool_use vs end_turn)
                  - System orchestration patterns
                  • 1. Task decomposition strategies
                    • 2. Hub-and-spoke agent systems
                      Claude Code Workflows & Configuration20%- Claude Code operational patterns
                      • 1. CI/CD and workflow integration
                        • 2. Plan mode vs execution mode

                          Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions:

                          1. The synthesis agent receives summarized findings from the web search and document analysis agents, then passes a consolidated summary to the report generator. During testing, you discover the generated reports make factual claims without proper citations - the report generator cannot attribute statements to their original sources because that metadata was lost during the summarization steps. What's the most effective approach to ensure proper source attribution in the final reports?

                          A) Have the report generator query the web search agent to re-locate sources for claims in the final report.
                          B) Have each agent output structured data separating content summaries from source metadata (URLs, document names, page numbers).
                          C) Skip summarization and pass full raw outputs from web search and document analysis directly to the report generator.
                          D) Instruct the synthesis agent to embed source references inline within its summary text using a consistent citation format.


                          2. Your order management system requires tools for three distinct operations: issuing refunds (requires amount and reason), canceling orders (requires reason), and requesting reshipments (requires shipping address). Each operation shares an order_id parameter but has different additional requirements. You notice during testing that with your current unified tool design, the agent frequently omits required parameters or includes irrelevant ones. What design change will most effectively improve parameter accuracy?

                          A) Split into three separate tools (issue_refund, cancel_order, request_reshipment), each defining only the parameters required for that specific operation.
                          B) Keep one unified tool but add JSON Schema if-then-else conditionals to enforce that parameters like amount are required only when the operation type is "refund".
                          C) Keep one unified tool with a nested operation_details object parameter whose internal structure varies by operation type, documented in the tool description.
                          D) Keep one unified tool with all parameters marked optional, but add detailed few-shot examples in the system prompt showing correct parameter combinations for each operation type.


                          3. Your MCP server implements a check_availability tool that queries an external calendar API.
                          During testing, you encounter three error conditions: (1) the tool is called with a malformed request missing the required user_email parameter, (2) the calendar API returns a 404 because the specified user doesn't exist in the calendar system, and (3) the calendar API returns a 503 because the service is temporarily unavailable. How should each error be reported according to MCP's error handling design?

                          A) Report all three as JSON-RPC protocol errors.
                          B) Report error 1 as a JSON-RPC protocol error; report errors 2 and 3 as tool results with isError:
                          true.
                          C) Report errors 1 and 2 as JSON-RPC protocol errors; report error 3 as a tool result with isError:
                          true.
                          D) Report all three as tool results with isError: true.


                          4. An enterprise wants Claude responses to remain professional across every interaction. Where should tone instructions primarily reside?

                          A) User prompt only
                          B) API key description
                          C) System prompt
                          D) Retrieved documents


                          5. Your content curation agent discovers articles, analyzes each for relevance, then adds selected articles to themed collections. With separate discover_articles(topic), analyze_article(id), and add_to_collection(article_id, collection_id) tools, you observe 18+ sequential tool calls per request, causing latency issues. The agent must make editorial judgments about which articles fit a collection's theme - this requires seeing all candidates with their analysis scores simultaneously to select a cohesive set. What tool composition best addresses efficiency while preserving editorial judgment?

                          A) Create a discover_and_analyze(topic) composite tool that returns all candidates with their analysis scores, keeping add_to_collection separate for selective calls.
                          B) Keep all tools separate but implement response caching for analyze_article calls.
                          C) Add a preview_curation(topic, collection_id) tool that shows what would be added based on predefined rules, with an approve_curation() tool to confirm.
                          D) Create a curate_collection(topic, collection_id) tool that handles discovery, analysis, and selection internally using configurable quality thresholds.


                          Solutions:

                          Question # 1
                          Answer: B
                          Question # 2
                          Answer: A
                          Question # 3
                          Answer: B
                          Question # 4
                          Answer: C
                          Question # 5
                          Answer: A

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